Gramian based approach to model order-reduction for discrete-time switched linear systems

This paper describes the problem of model orderreduction for a class of hybrid discrete-time switched linear systems composed of linear discrete-time invariant subsystems with a switching rule. The paper investigates a novel method to model reduction. The approach presents the reachability and observability Gramians of the switched systems, which allows a balanced truncation model reduction procedure. The error limit depends on the truncated singular values and balanced truncation procedure helps to keep the biggest singular values of the system. A numerical example shows the effectiveness of the proposed approach.

[1]  Jamal Daafouz,et al.  Stability analysis and control synthesis for switched systems: a switched Lyapunov function approach , 2002, IEEE Trans. Autom. Control..

[2]  James Lam,et al.  An approximate approach to H2 optimal model reduction , 1999, IEEE Trans. Autom. Control..

[3]  James Lam,et al.  Model simplification for switched hybrid systems , 2006, Syst. Control. Lett..

[4]  Ning Xu,et al.  LMI approach to H2 reduction model of switched systems , 2008, 2008 7th World Congress on Intelligent Control and Automation.

[5]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[6]  Athanasios C. Antoulas,et al.  Approximation of Large-Scale Dynamical Systems , 2005, Advances in Design and Control.

[7]  K. Grigoriadis Optimal H ∞ model reduction via linear matrix inequalities: continuous- and discrete-time cases , 1995 .

[8]  W. Marsden I and J , 2012 .

[9]  Peng Shi,et al.  H∞ model reduction for uncertain switched linear discrete-time systems , 2008, Autom..

[10]  Stephen P. Boyd,et al.  Linear Matrix Inequalities in Systems and Control Theory , 1994 .

[11]  Huijun Gao,et al.  $${\cal{H}}_{\infty}$$ and $${\cal{L}}_{\bf 2}/{\cal{L}}_{\infty}$$Model Reduction for System Input with Sector Nonlinearities , 2005 .

[12]  Paul Van Dooren,et al.  Model Reduction of Time-Varying Systems , 2005 .

[13]  Sanjay Lall,et al.  Error-bounds for balanced model-reduction of linear time-varying systems , 2003, IEEE Trans. Autom. Control..

[14]  James Lam,et al.  ℋ ∞ model reduction for continuous-time switched stochastic hybrid systems , 2009 .

[15]  Daniel Liberzon,et al.  Switching in Systems and Control , 2003, Systems & Control: Foundations & Applications.

[16]  Henrik Sandberg,et al.  A case study in model reduction of linear time-varying systems , 2004, Autom..

[17]  Henrik Sandberg,et al.  Balanced truncation of linear time-varying systems , 2004, IEEE Transactions on Automatic Control.

[18]  M. Johansson,et al.  Piecewise Linear Control Systems , 2003 .

[19]  B. Moore Principal component analysis in linear systems: Controllability, observability, and model reduction , 1981 .

[20]  Peng Shi,et al.  H-infinity mode reduction for two-dimensional discrete state-delayed systems , 2006 .

[21]  Alberto Bemporad,et al.  Observability and controllability of piecewise affine and hybrid systems , 2000, IEEE Trans. Autom. Control..